{"uid":"cap_rKWu90hvAxLJ8l53VDVrK","slug":"null-coverage-iqr-outlier-flags-and-keyed-dataset-comparison-2f05eca1","name":"Null Coverage IQR Outlier Flags and Keyed Dataset Comparison","description":"Null coverage — IQR outlier flags + Keyed dataset comparison: IQR outlier flags + Keyed dataset comparison for supplied null coverage records (missing_values, total_values). Up to 200 rows; 2 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 2 supplied-data reports for up to 200 rows.","url":"https://market.datapackvibe.com/x402/assistant-ib26-analytics-03-179?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","missing_values","total_values"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"total_values":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"dataset_group":{"type":"string","default":"","maxLength":80},"missing_values":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","total_values":1,"dataset_group":"group-a","missing_values":10},{"date":"2026-10-02","row_id":"row-2","total_values":2,"dataset_group":"group-b","missing_values":20},{"date":"2026-10-03","row_id":"row-3","total_values":3,"dataset_group":"group-a","missing_values":15},{"date":"2026-10-04","row_id":"row-4","total_values":4,"dataset_group":"group-b","missing_values":30}],"maxItems":200,"minItems":1},"field":{"enum":["missing_values","total_values"],"type":"string","default":"missing_values"},"other":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","missing_values","total_values"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"total_values":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"dataset_group":{"type":"string","default":"","maxLength":80},"missing_values":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","total_values":1,"dataset_group":"group-a","missing_values":10},{"date":"2026-10-02","row_id":"row-2","total_values":2,"dataset_group":"group-b","missing_values":21},{"date":"2026-10-03","row_id":"row-3","total_values":3,"dataset_group":"group-a","missing_values":17},{"date":"2026-10-04","row_id":"row-4","total_values":4,"dataset_group":"group-b","missing_values":33}],"maxItems":200,"minItems":0}}},"responseSchema":null,"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.01","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.01/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_ADbAEcGioWqEdvy_R_Nr5","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.01","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Analyzes null coverage records (missing_values, total_values) using IQR-based outlier detection and keyed dataset comparison across two supplied datasets of up to 200 rows each.","exampleAgentPrompt":"Run IQR outlier detection and a keyed comparison on these two null coverage datasets — the primary one has rows with missing_values and total_values per dataset_group and date (up to 200 rows), and I want to flag statistical outliers and see where the two datasets differ on the missing_values field.","exampleUseCases":[{"title":"Flagging Outlier Null Rates in Pipeline","prompt":"I have a list of up to 150 data pipeline runs with their missing_values and total_values per group and date — can you run IQR outlier detection on the missing_values field and tell me which rows are anomalous?"},{"title":"Comparing Two Data Quality Snapshots","prompt":"I have two versions of my null coverage report from last week and this week, each with row_id, dataset_group, date, missing_values, and total_values. Can you compare them key-by-key and flag any rows where the missing_values diverged?"},{"title":"Auditing Data Completeness Across Groups","prompt":"Can you analyze these null coverage records across my dataset groups — flag any IQR outliers in total_values and also compare them against a baseline dataset to see what changed?"}],"resultDescription":"Returns two independent analytical reports: (1) IQR-based outlier flags identifying which rows have statistically anomalous values for the selected field, and (2) a keyed dataset comparison highlighting differences between the primary and secondary supplied datasets, all computed locally without external lookups.","failureModes":["More than 200 rows submitted — API enforces maxItems limit","Missing required fields (row_id, dataset_group, date, missing_values, total_values) causes validation failure","Invalid date format (not YYYY-MM-DD) rejected by pattern constraint","Null or non-numeric values in numeric fields may affect IQR computation","Field selector not one of the allowed enum values (missing_values, total_values)"],"whenToPreferThis":"Choose this endpoint when you need simultaneous IQR outlier detection and keyed dataset comparison on null coverage metrics (missing_values, total_values) for up to 200 rows at low cost ($0.01 USDC for both reports). Prefer it over manual analysis or single-report endpoints when you have two datasets to compare and want outlier flags in the same call.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-22T07:24:27.555Z","isFirstParty":false,"canonicalSlug":"null-coverage-iqr-outlier-flags-and-keyed-dataset-comparison-2f05eca1"}